Leveraging machine learning for big data analytics: a strategic overview

Ismaylov , Timur, Kurbanbaev , Bakhtiyar, Orazbayev , Aqilbay

Яшил иқтисодиёт ва тараққиёт · 2025-yil

Annotatsiya

This article explores the synergistic relationship between Big Data and Machine Learning (ML), twotransformative technologies shaping the modern data-driven landscape. As the volume, velocity, and variety of datacontinue to grow exponentially, traditional processing methods have become increasingly inadequate. Machine Learningoffers a powerful solution by providing algorithms capable of learning from and making predictions on vast datasets. Thispaper provides a comprehensive overview of how organizations can leverage the combined power of Big Data and MLto gain a competitive advantage. It discusses the fundamental principles, key applications, operational frameworks, andinherent challenges of this integration, offering a strategic guide for businesses aiming to transition into a more intelligent,data-centric operational model

Maqola ma’lumotlari
MualliflarIsmaylov , Timur, Kurbanbaev , Bakhtiyar, Orazbayev , Aqilbay
JurnalЯшил иқтисодиёт ва тараққиёт
NashriyotТошкент давлат иқтисодиёт университети
ISSN2992-8982
Nashr sanasi2025-06-01
Jild3
Son6
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.5281/zenodo.15791822
Indeksga qo‘shilgan2026-08-26

DOI: 10.5281/zenodo.15791822 · Maqolaning asl sahifasi

Kalit so‘zlar

Big Data, Machine Learning (ML), Data Preprocessing, Model, Internet of Things (IoT), Model Training, Machine Learning Approach

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APAIsmaylov , Timur, Kurbanbaev , Bakhtiyar, & Orazbayev , Aqilbay (2025). Leveraging machine learning for big data analytics: a strategic overview. Яшил иқтисодиёт ва тараққиёт, 3(6). https://doi.org/10.5281/zenodo.15791822
GOST (OAK)Ismaylov , Timur, Kurbanbaev , Bakhtiyar, Orazbayev , Aqilbay Leveraging machine learning for big data analytics: a strategic overview // Яшил иқтисодиёт ва тараққиёт. – 2025. – T. 3, № 6. – DOI: 10.5281/zenodo.15791822.
MLAIsmaylov , Timur, Kurbanbaev , Bakhtiyar, and Orazbayev , Aqilbay. “Leveraging machine learning for big data analytics: a strategic overview.” Яшил иқтисодиёт ва тараққиёт, 3(6), 2025. https://doi.org/10.5281/zenodo.15791822
ChicagoIsmaylov , Timur, Kurbanbaev , Bakhtiyar, and Orazbayev , Aqilbay. “Leveraging machine learning for big data analytics: a strategic overview.” Яшил иқтисодиёт ва тараққиёт, 3(6) (2025). https://doi.org/10.5281/zenodo.15791822
HarvardIsmaylov , Timur, Kurbanbaev , Bakhtiyar, and Orazbayev , Aqilbay (2025) ‘Leveraging machine learning for big data analytics: a strategic overview’, Яшил иқтисодиёт ва тараққиёт, 3(6). https://doi.org/10.5281/zenodo.15791822
BibTeX
@article{ismaylovtimur2025,
  title = {Leveraging machine learning for big data analytics: a strategic overview},
  author = {Ismaylov , Timur and Kurbanbaev , Bakhtiyar and Orazbayev , Aqilbay},
  journal = {Яшил иқтисодиёт ва тараққиёт},
  year = {2025},
  volume = {3},
  number = {6},
  doi = {10.5281/zenodo.15791822},
  url = {https://doi.org/10.5281/zenodo.15791822}
}

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